{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## 3.2 设置坐标系"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 1.坐标网格"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:09.843537Z",
     "end_time": "2024-05-10T17:29:10.583625Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(0.0, 5.0, 0.02)\n",
    "y = np.exp(-x) * np.cos(2 * np.pi * x)\n",
    "plt.plot(x, y)\n",
    "plt.grid(color='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:10.585627Z",
     "end_time": "2024-05-10T17:29:10.725782Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x216bd8e6e50>]"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n",
    "ax.grid(color='gray')\n",
    "ax.plot(x, y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:10.728784Z",
     "end_time": "2024-05-10T17:29:10.853730Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 2.坐标轴"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "(-2.0, 10.0)"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n",
    "ax.grid(color='gray')\n",
    "ax.plot(x, y)\n",
    "ax.set_xlabel(\"x axis\")  #新增，为x轴设置标题\n",
    "ax.set_xlim((-2, 10))  #新增，为x轴设置数值范围"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:10.856732Z",
     "end_time": "2024-05-10T17:29:10.994339Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.axis.XTick at 0x216bd989250>,\n <matplotlib.axis.XTick at 0x216bd9834d0>,\n <matplotlib.axis.XTick at 0x216bd963890>,\n <matplotlib.axis.XTick at 0x216bd9bc190>,\n <matplotlib.axis.XTick at 0x216bd9be3d0>,\n <matplotlib.axis.XTick at 0x216bd9bfb50>,\n <matplotlib.axis.XTick at 0x216bd9c1d90>,\n <matplotlib.axis.XTick at 0x216bd9c3f90>,\n <matplotlib.axis.XTick at 0x216bd9ce150>,\n <matplotlib.axis.XTick at 0x216bd9d4250>,\n <matplotlib.axis.XTick at 0x216bd9afad0>]"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n",
    "ax.grid(color='gray')\n",
    "ax.plot(x, y)\n",
    "ax.set_xlabel(\"x axis\")  #新增，为x轴设置标题\n",
    "ax.set_xlim((0, 5))  #新增，为x轴设置数值范围\n",
    "ax.set_xticks(np.linspace(0, 5, 11))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:10.997340Z",
     "end_time": "2024-05-10T17:29:11.130094Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes()\n",
    "ax.plot(np.random.rand(50))\n",
    "ax.yaxis.set_major_locator(plt.NullLocator())\n",
    "ax.xaxis.set_major_formatter(plt.NullFormatter())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:11.131095Z",
     "end_time": "2024-05-10T17:29:11.193704Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x216bd79cb50>]"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 1)\n",
    "ax[0].plot(np.linspace(0, 2 * np.pi, 10), np.sin(np.linspace(0, 2 * np.pi, 10)))\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:11.193704Z",
     "end_time": "2024-05-10T17:29:11.398355Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 9 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(3, 3, sharex='col', sharey='row')\n",
    "for i in range(3):\n",
    "    for j in range(3):\n",
    "        ax[i, j].text(0.5, 0.5, str((i, j)), fontsize=18, ha='center')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:11.376351Z",
     "end_time": "2024-05-10T17:29:11.985184Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 6 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(1, 7):\n",
    "    plt.subplot(2, 3, i)\n",
    "    plt.text(0.5, 0.5, str((2, 3, i)), fontsize=18, ha='center')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:11.986178Z",
     "end_time": "2024-05-10T17:29:12.437534Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 6 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "fig.subplots_adjust(hspace=0.4, wspace=0.4)\n",
    "for i in range(1, 7):\n",
    "    ax = fig.add_subplot(2, 3, i)\n",
    "    ax.text(0.5, 0.5, str((2, 3, i)), fontsize=18, ha='center')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:12.440535Z",
     "end_time": "2024-05-10T17:29:12.836665Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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jv9+vgoICtbW1RS947urqUnIyl04C41mSMcYkuokLCYVCSk9PVzAYVFpaWqLbAYAxw/HPbravfzz2n3+aAAAAaxB8AACANQg+AADAGgQfAABgDYIPAACwBsEHAABYg+ADAACsQfABAADWIPgAAABrjCj4NDQ0KC8vT06nUyUlJdq/f/9568+ePauqqiplZ2fL4XDouuuuU2tr64gaBgAAGKmYf6urublZXq9XjY2NKikpUX19vcrKynT06FFlZmYOqO/r69NPf/pTZWZm6rXXXlNubq4+++yz6I/1AQAAjJWYg8+WLVu0fPny6K8RNzY2qqWlRdu3b9fq1asH1G/fvl1nzpzRvn37NHnyZElSXl7exXUNAAAwAjF91NXX16eOjg55PJ6/v0Bysjwej9rb2wed88Ybb6i0tFRVVVVyuVyaNWuWNmzYoHA4POR2ent7FQqF+j0AAAAuVkzBp7u7W+FwWC6Xq9+4y+WS3+8fdM7x48f12muvKRwOq7W1VY8++qg2b96sJ554Ysjt1NXVKT09Pfpwu92xtAkAADCouH+rKxKJKDMzU88995wKCwtVXl6uNWvWqLGxccg51dXVCgaD0cfJkyfj3SYAALBATNf4ZGRkKCUlRYFAoN94IBBQVlbWoHOys7M1efJkpaSkRMduuOEG+f1+9fX1KTU1dcAch8Mhh8MRS2sAAAAXFNMZn9TUVBUWFsrn80XHIpGIfD6fSktLB50zb948HTt2TJFIJDr28ccfKzs7e9DQAwAAEC8xf9Tl9Xq1bds2vfTSSzp8+LDuv/9+9fT0RL/lVVFRoerq6mj9/fffrzNnzmjFihX6+OOP1dLSog0bNqiqqmr09gIAAGAYYg4+5eXl2rRpk2pqalRQUKDOzk61tbVFL3ju6urS559/Hq13u93avXu3/ud//kc333yz/uVf/kUrVqwY9KvvADDexXID123btmn+/PmaNm2apk2bJo/Hc8EbvgKIryRjjEl0ExcSCoWUnp6uYDCotLS0RLcDwFLNzc2qqKjodwPXV199dcgbuN59992aN2+e5s6dK6fTqSeffFI7d+7Uhx9+qNzc3GFtk+Of3Wxf/3jsP8EHAIappKREt956q7Zu3Srp22sc3W63HnzwwWGdxQ6Hw5o2bZq2bt2qioqKYW2T45/dbF//eOw/P1IKAMMwkhu4ft+XX36pr7/+WldeeeWQNdzAFYgvgg8ADMNIbuD6fQ8//LBycnL6hafv4wauQHwRfABgDGzcuFFNTU3auXOnnE7nkHXcwBWIr5h/pBQAbDSSG7h+Z9OmTdq4caPeeust3Xzzzeet5QauQHxxxgcAhmEkN3CVpKeeekrr169XW1ubioqKxqJVAOfBGR8AGCav16vKykoVFRWpuLhY9fX1A27gmpubq7q6OknSk08+qZqaGr388svKy8uLXgt0+eWX6/LLL0/YfgA2I/gAwDCVl5fr9OnTqqmpkd/vV0FBwYAbuCYn//1E+rPPPqu+vj798pe/7Pc6tbW1euyxx8aydQD/H/fxAYBxjOOf3Wxff+7jAwAAcBEIPgAAwBoEHwAAYA2CDwAAsAbBBwAAWIPgAwAArEHwAQAA1iD4AAAAaxB8AACANQg+AADAGgQfAABgDYIPAACwBsEHAABYg+ADAACsQfABAADWIPgAAABrEHwAAIA1CD4AAMAaBB8AiEFDQ4Py8vLkdDpVUlKi/fv3n7f+1Vdf1cyZM+V0OjV79my1traOUacABkPwAYBham5ultfrVW1trQ4cOKD8/HyVlZXp1KlTg9bv27dPd955p5YtW6aDBw9q8eLFWrx4sT744IMx7hzAd5KMMSbRTVxIKBRSenq6gsGg0tLSEt0OAEuVlJTo1ltv1datWyVJkUhEbrdbDz74oFavXj2gvry8XD09PXrzzTejYz/+8Y9VUFCgxsbGYW2T45/dbF//eOz/pFF5FQCY4Pr6+tTR0aHq6uroWHJysjwej9rb2wed097eLq/X22+srKxMu3btGnI7vb296u3tjT4PBoOSvn0DgH2+W/dL4BzFJYPgAwDD0N3drXA4LJfL1W/c5XLpyJEjg87x+/2D1vv9/iG3U1dXp3Xr1g0Yd7vdI+gaE8Vf//pXpaenJ7qNCYHgAwDjSHV1db+zRGfPntVVV12lrq4uK9/4QqGQ3G63Tp48aeVHPcFgUNOnT9eVV16Z6FYmDIIPAAxDRkaGUlJSFAgE+o0HAgFlZWUNOicrKyumeklyOBxyOBwDxtPT06184/9OWlqa1fufnMx3kUYL/yUBYBhSU1NVWFgon88XHYtEIvL5fCotLR10Tmlpab96SdqzZ8+Q9QDijzM+ADBMXq9XlZWVKioqUnFxserr69XT06OlS5dKkioqKpSbm6u6ujpJ0ooVK7RgwQJt3rxZCxcuVFNTk95//30999xzidwNwGoEHwAYpvLycp0+fVo1NTXy+/0qKChQW1tb9ALmrq6ufh9JzJ07Vy+//LLWrl2rRx55RD/60Y+0a9cuzZo1a9jbdDgcqq2tHfTjLxuw/3bvfzxwHx8AADAuxeP9n2t8AACANQg+AADAGgQfAABgDYIPAACwBsEHABKsoaFBeXl5cjqdKikp0f79+89b/+qrr2rmzJlyOp2aPXu2Wltbx6jT+Ihl/3fs2KGkpKR+D6fTOYbdjp533nlHixYtUk5OjpKSks77G27f2bt3r2655RY5HA5de+212rFjR9z7nGgIPgCQQM3NzfJ6vaqtrdWBAweUn5+vsrIynTp1atD6ffv26c4779SyZct08OBBLV68WIsXL9YHH3wwxp2Pjlj3X/r2Ls6ff/559PHZZ5+NYcejp6enR/n5+WpoaBhW/YkTJ7Rw4ULddttt6uzs1MqVK3XPPfdo9+7dce50gjGXgGAwaCSZYDCY6FYAYFQVFxebqqqq6PNwOGxycnJMXV3doPV33HGHWbhwYb+xkpIS8+tf/zqufcZLrPv/4osvmvT09DHqbuxIMjt37jxvzUMPPWRuuummfmPl5eWmrKwsjp0lVjze/znjAwAJ0tfXp46ODnk8nuhYcnKyPB6P2tvbB53T3t7er16SysrKhqwfz0ay/5L0xRdf6KqrrpLb7dYvfvELffjhh2PRbsJNpLVPJIIPACRId3e3wuFw9M7P33G5XPL7/YPO8fv9MdWPZyPZ/+uvv17bt2/Xf/7nf+rf//3fFYlENHfuXP35z38ei5YTaqi1D4VC+uqrrxLU1aWHn6wAAFwySktL+/3I69y5c3XDDTfo3/7t37R+/foEdoZLBWd8ACBBMjIylJKSokAg0G88EAgoKytr0DlZWVkx1Y9nI9n/75s8ebLmzJmjY8eOxaPFcWWotU9LS9OUKVMS1NWlh+ADAAmSmpqqwsJC+Xy+6FgkEpHP5+t3VuP/Ki0t7VcvSXv27Bmyfjwbyf5/Xzgc1qFDh5SdnR2vNseNibT2CTVql0nHEd/qAjBRNTU1GYfDYXbs2GE++ugjc++995qpU6cav99vjDFmyZIlZvXq1dH69957z0yaNMls2rTJHD582NTW1prJkyebQ4cOJWoXLkqs+79u3Tqze/du88knn5iOjg7zq1/9yjidTvPhhx8mahdG7Ny5c+bgwYPm4MGDRpLZsmWLOXjwoPnss8+MMcasXr3aLFmyJFp//Phxc9lll5nf/e535vDhw6ahocGkpKSYtra2RO1C3MXj/Z/gAwAJ9vTTT5vp06eb1NRUU1xcbP70pz9F/2zBggWmsrKyX/0rr7xirrvuOpOammpuuukm09LSMsYdj65Y9n/lypXRWpfLZW6//XZz4MCBBHR98d5++20jacDju/2trKw0CxYsGDCnoKDApKammhkzZpgXX3xxzPseS/F4/08yxphEnW0arnj8LD0AABjf4vH+zzU+AADAGgQfAABgDYIPAACwBsEHAABYg+ADAACsQfABAADWIPgAAABrEHwAAIA1CD4AAMAaBB8AAGANgg8AALAGwQcAAFhjRMGnoaFBeXl5cjqdKikp0f79+4c1r6mpSUlJSVq8ePFINgsAAHBRYg4+zc3N8nq9qq2t1YEDB5Sfn6+ysjKdOnXqvPM+/fRT/fa3v9X8+fNH3CwAAMDFiDn4bNmyRcuXL9fSpUt14403qrGxUZdddpm2b98+5JxwOKy7775b69at04wZMy6qYQAAgJGKKfj09fWpo6NDHo/n7y+QnCyPx6P29vYh5z3++OPKzMzUsmXLRt4pAADARZoUS3F3d7fC4bBcLle/cZfLpSNHjgw6591339ULL7ygzs7OYW+nt7dXvb290eehUCiWNgEAAAYV1291nTt3TkuWLNG2bduUkZEx7Hl1dXVKT0+PPtxudxy7BAAAtojpjE9GRoZSUlIUCAT6jQcCAWVlZQ2o/+STT/Tpp59q0aJF0bFIJPLthidN0tGjR3XNNdcMmFddXS2v1xt9HgqFCD8AAOCixRR8UlNTVVhYKJ/PF/1KeiQSkc/n0wMPPDCgfubMmTp06FC/sbVr1+rcuXP6wx/+MGSYcTgccjgcsbQGAABwQTEFH0nyer2qrKxUUVGRiouLVV9fr56eHi1dulSSVFFRodzcXNXV1cnpdGrWrFn95k+dOlWSBowDAADEW8zBp7y8XKdPn1ZNTY38fr8KCgrU1tYWveC5q6tLycncEBoAAIw/ScYYk+gmLiQUCik9PV3BYFBpaWmJbgcAAIyBeLz/c2oGAABYg+ADAACsQfABAADWIPgAAABrEHwAAIA1CD4AAMAaBB8AAGANgg8AALAGwQcAAFiD4AMAAKxB8AEAANYg+AAAAGsQfAAAgDUIPgAAwBoEHwAAYA2CDwAAsAbBBwAAWIPgAwAArEHwAQAA1iD4AAAAaxB8AACANQg+AADAGgQfAABgDYIPAACwBsEHAABYg+ADAACsQfABAADWIPgAAABrEHwAAIA1CD4AAMAaBB8AAGANgg8AALAGwQcAAFiD4AMAAKxB8AEAANYg+AAAAGsQfAAAgDUIPgAAwBoEHwAAYA2CDwAAsAbBBwAAWIPgAwAArEHwAQAA1iD4AAAAaxB8AACANQg+AADAGgQfAABgDYIPAACwBsEHAABYg+ADAACsQfABAADWIPgAAABrEHwAAIA1CD4AAMAaBB8AAGANgg8AALAGwQcAAFiD4AMAAKxB8AEAANYg+AAAAGsQfAAAgDUIPgAAwBoEHwAAYA2CDwAAsAbBBwAAWIPgAwAArDGi4NPQ0KC8vDw5nU6VlJRo//79Q9Zu27ZN8+fP17Rp0zRt2jR5PJ7z1gMAAMRLzMGnublZXq9XtbW1OnDggPLz81VWVqZTp04NWr93717deeedevvtt9Xe3i63262f/exn+stf/nLRzQMAAMQiyRhjYplQUlKiW2+9VVu3bpUkRSIRud1uPfjgg1q9evUF54fDYU2bNk1bt25VRUXFsLYZCoWUnp6uYDCotLS0WNoFAACXqHi8/8d0xqevr08dHR3yeDx/f4HkZHk8HrW3tw/rNb788kt9/fXXuvLKK4es6e3tVSgU6vcAAAC4WDEFn+7uboXDYblcrn7jLpdLfr9/WK/x8MMPKycnp194+r66ujqlp6dHH263O5Y2AQAABjWm3+rauHGjmpqatHPnTjmdziHrqqurFQwGo4+TJ0+OYZcAAGCimhRLcUZGhlJSUhQIBPqNBwIBZWVlnXfupk2btHHjRr311lu6+eabz1vrcDjkcDhiaQ0AAOCCYjrjk5qaqsLCQvl8vuhYJBKRz+dTaWnpkPOeeuoprV+/Xm1tbSoqKhp5twAAABchpjM+kuT1elVZWamioiIVFxervr5ePT09Wrp0qSSpoqJCubm5qqurkyQ9+eSTqqmp0csvv6y8vLzotUCXX365Lr/88lHcFQAAgPOLOfiUl5fr9OnTqqmpkd/vV0FBgdra2qIXPHd1dSk5+e8nkp599ln19fXpl7/8Zb/Xqa2t1WOPPXZx3QMAAMQg5vv4JAL38QEAwD4Jv48PAADApYzgAwAArEHwAQAA1iD4AAAAaxB8AACANQg+AADAGgQfAABgDYIPAACwBsEHAABYg+ADAACsQfABAADWIPgAAABrEHwAAIA1CD4AAMAaBB8AAGANgg8AALAGwQcAAFiD4AMAAKxB8AEAANYg+AAAAGsQfAAAgDUIPgAAwBoEHwAAYA2CDwAAsAbBBwAAWIPgAwAArEHwAQAA1iD4AAAAaxB8AACANQg+AADAGgQfAABgDYIPAACwBsEHAABYg+ADAACsQfABAADWIPgAAABrEHwAAIA1CD4AAMAaBB8AAGANgg8AALAGwQcAAFiD4AMAAKxB8AEAANYg+AAAAGsQfAAAgDUIPgAAwBoEHwAAYA2CDwAAsAbBBwAAWIPgAwAArEHwAQAA1iD4AAAAaxB8AACANQg+AADAGgQfAABgDYIPAACwBsEHAABYg+ADAACsQfABAADWIPgAAABrEHwAAIA1CD4AAMAaBB8AAGANgg8AALAGwQcAAFiD4AMAAKwxouDT0NCgvLw8OZ1OlZSUaP/+/eetf/XVVzVz5kw5nU7Nnj1bra2tI2oWAADgYsQcfJqbm+X1elVbW6sDBw4oPz9fZWVlOnXq1KD1+/bt05133qlly5bp4MGDWrx4sRYvXqwPPvjgopsHAACIRZIxxsQyoaSkRLfeequ2bt0qSYpEInK73XrwwQe1evXqAfXl5eXq6enRm2++GR378Y9/rIKCAjU2Ng5rm6FQSOnp6QoGg0pLS4ulXQAAcImKx/v/pFiK+/r61NHRoerq6uhYcnKyPB6P2tvbB53T3t4ur9fbb6ysrEy7du0acju9vb3q7e2NPg8Gg5K+/Q8AAADs8N37foznaM4rpuDT3d2tcDgsl8vVb9zlcunIkSODzvH7/YPW+/3+IbdTV1endevWDRh3u92xtAsAACaAv/71r0pPTx+V14op+IyV6urqfmeJzp49q6uuukpdXV2jtuO4eKFQSG63WydPnuQjyHGGtRmfWJfxiXUZv4LBoKZPn64rr7xy1F4zpuCTkZGhlJQUBQKBfuOBQEBZWVmDzsnKyoqpXpIcDoccDseA8fT0dP6nHIfS0tJYl3GKtRmfWJfxiXUZv5KTR+/uOzG9UmpqqgoLC+Xz+aJjkUhEPp9PpaWlg84pLS3tVy9Je/bsGbIeAAAgXmL+qMvr9aqyslJFRUUqLi5WfX29enp6tHTpUklSRUWFcnNzVVdXJ0lasWKFFixYoM2bN2vhwoVqamrS+++/r+eee2509wQAAOACYg4+5eXlOn36tGpqauT3+1VQUKC2trboBcxdXV39TknNnTtXL7/8stauXatHHnlEP/rRj7Rr1y7NmjVr2Nt0OByqra0d9OMvJA7rMn6xNuMT6zI+sS7jVzzWJub7+AAAAFyq+K0uAABgDYIPAACwBsEHAABYg+ADAACsMW6CT0NDg/Ly8uR0OlVSUqL9+/eft/7VV1/VzJkz5XQ6NXv2bLW2to5Rp3aJZV22bdum+fPna9q0aZo2bZo8Hs8F1xEjE+vfl+80NTUpKSlJixcvjm+DFot1bc6ePauqqiplZ2fL4XDouuuu43gWB7GuS319va6//npNmTJFbrdbq1at0t/+9rcx6tYO77zzjhYtWqScnBwlJSWd9zc8v7N3717dcsstcjgcuvbaa7Vjx47YN2zGgaamJpOammq2b99uPvzwQ7N8+XIzdepUEwgEBq1/7733TEpKinnqqafMRx99ZNauXWsmT55sDh06NMadT2yxrstdd91lGhoazMGDB83hw4fNP//zP5v09HTz5z//eYw7n9hiXZfvnDhxwuTm5pr58+ebX/ziF2PTrGViXZve3l5TVFRkbr/9dvPuu++aEydOmL1795rOzs4x7nxii3Vd/vjHPxqHw2H++Mc/mhMnTpjdu3eb7Oxss2rVqjHufGJrbW01a9asMa+//rqRZHbu3Hne+uPHj5vLLrvMeL1e89FHH5mnn37apKSkmLa2tpi2Oy6CT3Fxsamqqoo+D4fDJicnx9TV1Q1af8cdd5iFCxf2GyspKTG//vWv49qnbWJdl+/75ptvzBVXXGFeeumleLVopZGsyzfffGPmzp1rnn/+eVNZWUnwiZNY1+bZZ581M2bMMH19fWPVopViXZeqqirzj//4j/3GvF6vmTdvXlz7tNlwgs9DDz1kbrrppn5j5eXlpqysLKZtJfyjrr6+PnV0dMjj8UTHkpOT5fF41N7ePuic9vb2fvWSVFZWNmQ9YjeSdfm+L7/8Ul9//fWo/ric7Ua6Lo8//rgyMzO1bNmysWjTSiNZmzfeeEOlpaWqqqqSy+XSrFmztGHDBoXD4bFqe8IbybrMnTtXHR0d0Y/Djh8/rtbWVt1+++1j0jMGN1rv/Qn/dfbu7m6Fw+HonZ+/43K5dOTIkUHn+P3+Qev9fn/c+rTNSNbl+x5++GHl5OQM+B8VIzeSdXn33Xf1wgsvqLOzcww6tNdI1ub48eP67//+b919991qbW3VsWPH9Jvf/EZff/21amtrx6LtCW8k63LXXXepu7tbP/nJT2SM0TfffKP77rtPjzzyyFi0jCEM9d4fCoX01VdfacqUKcN6nYSf8cHEtHHjRjU1NWnnzp1yOp2Jbsda586d05IlS7Rt2zZlZGQkuh18TyQSUWZmpp577jkVFhaqvLxca9asUWNjY6Jbs9revXu1YcMGPfPMMzpw4IBef/11tbS0aP369YluDaMg4Wd8MjIylJKSokAg0G88EAgoKytr0DlZWVkx1SN2I1mX72zatEkbN27UW2+9pZtvvjmebVon1nX55JNP9Omnn2rRokXRsUgkIkmaNGmSjh49qmuuuSa+TVtiJH9nsrOzNXnyZKWkpETHbrjhBvn9fvX19Sk1NTWuPdtgJOvy6KOPasmSJbrnnnskSbNnz1ZPT4/uvfderVmzpt/vUWLsDPXen5aWNuyzPdI4OOOTmpqqwsJC+Xy+6FgkEpHP51Npaemgc0pLS/vVS9KePXuGrEfsRrIukvTUU09p/fr1amtrU1FR0Vi0apVY12XmzJk6dOiQOjs7o49/+qd/0m233abOzk653e6xbH9CG8nfmXnz5unYsWPRMCpJH3/8sbKzswk9o2Qk6/Lll18OCDffhVPDz1smzKi998d23XV8NDU1GYfDYXbs2GE++ugjc++995qpU6cav99vjDFmyZIlZvXq1dH69957z0yaNMls2rTJHD582NTW1vJ19jiIdV02btxoUlNTzWuvvWY+//zz6OPcuXOJ2oUJKdZ1+T6+1RU/sa5NV1eXueKKK8wDDzxgjh49at58802TmZlpnnjiiUTtwoQU67rU1taaK664wvzHf/yHOX78uPmv//ovc80115g77rgjUbswIZ07d84cPHjQHDx40EgyW7ZsMQcPHjSfffaZMcaY1atXmyVLlkTrv/s6++9+9ztz+PBh09DQcOl+nd0YY55++mkzffp0k5qaaoqLi82f/vSn6J8tWLDAVFZW9qt/5ZVXzHXXXWdSU1PNTTfdZFpaWsa4YzvEsi5XXXWVkTTgUVtbO/aNT3Cx/n35vwg+8RXr2uzbt8+UlJQYh8NhZsyYYX7/+9+bb775Zoy7nvhiWZevv/7aPPbYY+aaa64xTqfTuN1u85vf/Mb87//+79g3PoG9/fbbg75nfLcWlZWVZsGCBQPmFBQUmNTUVDNjxgzz4osvxrzdJGM4bwcAAOyQ8Gt8AAAAxgrBBwAAWIPgAwAArEHwAQAA1iD4AAAAaxB8AACANQg+AADAGgQfAABgDYIPAACwBsEHAABYg+ADAACsQfABAADW+H86CcMSh2E0pQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_axes([0.1, 0.1, 0.8, 0.8])\n",
    "ax2 = fig.add_axes([0.6, 0.5, 0.2, 0.3])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:12.835673Z",
     "end_time": "2024-05-10T17:29:12.999132Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: >"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 4 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = plt.GridSpec(3, 3, hspace=0.3, wspace=0.3)\n",
    "plt.subplot(g[0, 0])  #①\n",
    "plt.subplot(g[:2, 1:])  #②\n",
    "plt.subplot(g[1:, 0])  #③\n",
    "plt.subplot(g[2, 1:])  #④"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:13.011123Z",
     "end_time": "2024-05-10T17:29:13.263163Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-05-10T17:29:13.263972Z",
     "end_time": "2024-05-10T17:29:13.266489Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
